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<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Python 2.6.6 (r266:84297, Aug 24 2010, 18:46:32) [MSC v.1500 32 bit (Intel)]</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Type &quot;copyright&quot;, &quot;credits&quot; or &quot;license&quot; for more information.</p>
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<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">IPython 0.12.dev -- An enhanced Interactive Python.</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">?         -&gt; Introduction and overview of IPython's features.</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">%quickref -&gt; Quick reference.</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">help      -&gt; Python's own help system.</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">object?   -&gt; Details about 'object', use 'object??' for extra details.</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">%guiref   -&gt; A brief reference about the graphical user interface.</p>
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<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">1</span><span style=" color:#000080;">]:</span> import Image</p>
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<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">2</span><span style=" color:#000080;">]:</span> import wavepy as wv</p>
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<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">3</span><span style=" color:#000080;">]:</span> x=np.asarray(Image.open(&quot;empire.jpg&quot;).convert(&quot;L&quot;))</p>
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<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">4</span><span style=" color:#000080;">]:</span> imshow(x,cmap=cm.gray)</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#8b0000;">Out[</span><span style=" font-weight:600; color:#8b0000;">4</span><span style=" color:#8b0000;">]:</span> &lt;matplotlib.image.AxesImage at 0x271aa30&gt;</p>
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" /></p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">5</span><span style=" color:#000080;">]:</span> J=2</p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">6</span><span style=" color:#000080;">]:</span> nm='db3'</p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">7</span><span style=" color:#000080;">]:</span> ext='sym'</p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">8</span><span style=" color:#000080;">]:</span> [dwtop,length,flag]=wv.dwt.dwt2(x,J,nm,ext)</p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">9</span><span style=" color:#000080;">]:</span> disp=wv.dwt.dispdwt(dwtop,length,J)</p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">10</span><span style=" color:#000080;">]:</span> length2=wv.dwt.out_dim(length,J)</p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">11</span><span style=" color:#000080;">]:</span> l0=length2[0]</p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">12</span><span style=" color:#000080;">]:</span> l1=length2[1]</p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">13</span><span style=" color:#000080;">]:</span> disp[disp&lt;0.0]=0.0</p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">14</span><span style=" color:#000080;">]:</span> disp[0:l0,0:l1]=disp[0:l0,0:l1]*255.0/disp.max()</p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">15</span><span style=" color:#000080;">]:</span> disp[disp&gt;255.0]=255.0</p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">16</span><span style=" color:#000080;">]:</span> imshow(disp,cmap=cm.gray)</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#8b0000;">Out[</span><span style=" font-weight:600; color:#8b0000;">16</span><span style=" color:#8b0000;">]:</span> &lt;matplotlib.image.AxesImage at 0x2a78510&gt;</p>
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" /></p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">17</span><span style=" color:#000080;">]:</span> oup=wv.dwt.idwt2(dwtop,nm,length,flag)</p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">18</span><span style=" color:#000080;">]:</span> imshow(oup,cmap=cm.gray)</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#8b0000;">Out[</span><span style=" font-weight:600; color:#8b0000;">18</span><span style=" color:#8b0000;">]:</span> &lt;matplotlib.image.AxesImage at 0x2af6cd0&gt;</p>
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" /></p>
<br/>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">19</span><span style=" color:#000080;">]:</span> imshow(disp,cmap=cm.pink)</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#8b0000;">Out[</span><span style=" font-weight:600; color:#8b0000;">19</span><span style=" color:#8b0000;">]:</span> &lt;matplotlib.image.AxesImage at 0x2ba1470&gt;</p>
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